Image Classification on CIFAR-10 (test) (Standard Accuracy and PGD Robustness)

94.64Accuracyno AT

Evaluation Results

Method
no AT2026.01	94.64	0	0	0	0	0.57
FGSM-CKPT2026.01	90.02	41.19	38.81	37.42	37.22	1.05
FGSM-CKPT + QUB-decreasing2026.01	88.56	43.87	41.88	40.7	39.85	1.35
FGSM-CKPT + QUB-static2026.01	87.63	45.41	43.78	42.54	41.53	1.35
FGSM-RS2026.01	84.32	47.28	45.6	44.66	43.34	0.86
NuAT2026.01	82.99	51.4	50.33	49.6	47.7	1.36
FGSM-GA2026.01	82.93	49.89	48.53	47.74	45.75	3.02
PGD-AT + QUB-decreasing2026.01	82.78	53.33	52.31	51.58	49.02	2.64
ELLE-A2026.01	82.14	47.91	46.39	45.57	43.52	0.97
TRADES2026.01	82.11	54.25	53.39	52.77	50.16	3.5
FGSM-GA + QUB-decreasing2026.01	81.83	50.88	49.83	49.07	46.74	3.27
GAT2026.01	81.64	54.78	53.87	53.3	47.96	1.45
FGSM-UAP2026.01	81.62	53.38	52.59	51.83	47.75	1.18
FGSM-PGI(MEP) + QUB-decreasing2026.01	81.56	53.95	52.99	52.24	48.58	1.19
PGD-AT2026.01	81.53	52.99	52.3	51.82	48.33	2.34
FGSM-PGI(MEP)2026.01	81.48	53.43	52.47	51.75	48.41	0.89
N-FGSM2026.01	81.21	49.12	48.02	47.36	45.17	0.58
ELLE-A + QUB-decreasing2026.01	80.96	49.7	48.62	47.88	45.55	1.21
N-FGSM + QUB-decreasing2026.01	80.77	50.3	49.35	48.7	46.6	0.7
N-FGSM + QUB-static2026.01	80.76	51.19	50.24	49.6	47	0.7
FGSM-UAP + QUB-decreasing2026.01	80.54	54.07	53.32	52.43	47.8	1.49
FGSM-PGI(MEP) + QUB-static2026.01	80.45	53.99	53.16	52.43	48.35	1.19
PGD-AT + QUB-static2026.01	80.24	54.58	53.87	53.39	49.91	2.64
FGSM-GA + QUB-static2026.01	79.75	52.24	51.33	50.82	47.33	3.27
FGSM-UAP + QUB-static2026.01	79.7	54.25	53.51	52.77	47.76	1.49
ELLE-A + QUB-static2026.01	77.6	50.2	49.44	48.86	45.51	1.21
Free-AT + QUB-decreasing2026.01	76.1	45.58	44.89	44.35	41.6	0.56
Free-AT2026.01	75.99	45.32	44.74	44.27	41.38	0.3
Free-AT + QUB-static2026.01	72.98	46.72	46.19	45.89	42.82	0.56
FGSM-RS + QUB-decreasing2026.01	72.9	43.85	42.96	42.52	39.31	1.16
FGSM-RS + QUB-static2026.01	71.13	42.96	42.19	41.54	38.48	1.16